{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                              \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             日期  中国国债收益率10年  美国国债收益率10年\n",
      "0    2022-03-08      2.8276        1.86\n",
      "1    2022-03-09      2.8426        1.94\n",
      "2    2022-03-10      2.8502        1.98\n",
      "3    2022-03-11      2.7902        2.00\n",
      "4    2022-03-14      2.7677        2.14\n",
      "..          ...         ...         ...\n",
      "787  2025-02-12      1.6336        4.62\n",
      "788  2025-02-13      1.6346        4.52\n",
      "789  2025-02-14      1.6546        4.47\n",
      "791  2025-02-18      1.7006        4.55\n",
      "792  2025-02-19      1.6626        4.53\n",
      "\n",
      "[685 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "\n",
    "# 获取当前日期\n",
    "end_date = datetime.datetime.now()\n",
    "# 计算6个月前的日期（可按需调整这里的时间范围）\n",
    "start_date = end_date - datetime.timedelta(days=30 * 12 * 3)\n",
    "start_date_str = start_date.strftime('%Y-%m-%d')\n",
    "\n",
    "# 获取中美国债收益率数据，从1990年12月19日开始\n",
    "bond_zh_us_rate_df = ak.bond_zh_us_rate(start_date=start_date_str)\n",
    "# 提取日期、中国国债收益率10年、美国国债收益率10年列，并删除缺失值\n",
    "df = bond_zh_us_rate_df[['日期', '中国国债收益率10年', '美国国债收益率10年']].dropna()\n",
    "\n",
    "print(df)\n",
    "\n",
    "# 将日期列设置为索引\n",
    "df.set_index('日期', inplace=True)\n",
    "\n",
    "# 创建图形对象，设置图形大小（可按需调整宽高数值）\n",
    "fig, ax1 = plt.subplots(figsize=(18, 6))\n",
    "\n",
    "# 绘制中国十年国债收益率曲线\n",
    "ax1.plot(df.index, df['中国国债收益率10年'], label='中国十年国债收益率', color='blue')\n",
    "ax1.plot(df.index, df['美国国债收益率10年'], label='美国十年国债收益率', color='orange')\n",
    "\n",
    "fig.legend(loc='upper left', frameon=False)\n",
    "\n",
    "# 设置Y轴标签\n",
    "ax1.set_ylabel('国债收益率10年 (%)', fontsize=10)\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.tick_params(axis='x', rotation=45)\n",
    "\n",
    "# 添加标题\n",
    "ax1.set_title('中美国十年国债收益率曲线')\n",
    "\n",
    "# 添加图例，设置图例位置\n",
    "ax1.legend(loc='upper left', bbox_to_anchor=(1, 1), fontsize=10)\n",
    "\n",
    "# 调整布局，确保所有元素完整显示且布局合理\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "中债跟美债没有直接关系，但是，双方有一方剧烈变化，另一方会做出变化。美债是一个好时机"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
